Data Analysis & Visualization of ATM Locations in Saudi Arabia

Collect and clean real data of ATM Locations in Saudi Arabia and analyze it to get useful information and visualize them in Google Maps and several diagrams.

by Asrar AlJuhani, Nouf AlZahrani, and Zahra'a Hamwi .

This is a Pandas Project using Python Programming Languages

This a real project Using ATM Locations in Saudi Arabia to a get Visual reasult after clean it.

The Final project for General Assembly, Python Course in 2019 September- August .

Description of the project:

We used Jupyter Notebooks for the final project of General Assembly, Python Course.

Library we used

• fuzzywuzzy , to find the similarity between the cities in cleaning part.
• pandas , for analysis the data.
• numpy , for analysis the data with pandas.
• gmaps , for Visual the data on google map.
• matplotlib , for Visual the data in different shapes.

Visualization of the data after clean it

A map for ATM Locations in Saudi Arabia

ATMs per Reigon

Notes

- Add your Google Maps API Key in the project file .

- Their a presentation in the repository .